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Recent Posts
@scipio
0
about 16 hours ago
StemSocial
Learn AI Series (#124) - CI/CD for Machine Learning
Learn AI Series (#124) - CI/CD for Machine Learning What will I learn You will learn why CI/CD for machine learning is a genuinely harder problem than CI/CD fo
@scipio
0
1 day ago
StemSocial
Learn AI Series (#123) - Monitoring ML in Production
Learn AI Series (#123) - Monitoring ML in Production What will I learn You will learn why monitoring an ML system is a fundamentally different job from monitoring ordi
@scipio
0
3 days ago
StemSocial
Learn AI Series (#122) - Edge AI: Running Models on Devices
Learn AI Series (#122) - Edge AI: Running Models on Devices What will I learn You will learn why we push AI off the server and onto the device: latency, privacy, r
@scipio
0
4 days ago
StemSocial
Learn AI Series (#121) - Model Serving Architecture
Learn AI Series (#121) - Model Serving Architecture What will I learn You will learn REST vs gRPC for model serving, and which one to reach for when latency actually
@scipio
0
5 days ago
StemSocial
Learn AI Series (#120) - Model Optimization: Making Models Fast
Learn AI Series (#120) - Model Optimization: Making Models Fast What will I learn You will learn quantization : dropping precision from FP32 to INT8 (and even INT
@scipio
0
6 days ago
StemSocial
Learn AI Series (#119) - Experiment Tracking and Reproducibility
Learn AI Series (#119) - Experiment Tracking and Reproducibility What will I learn You will learn why an ML experiment you cannot repeat is not really an experiment at
@scipio
0
7 days ago
StemSocial
Learn AI Series (#118) - Data Engineering for AI
Learn AI Series (#118) - Data Engineering for AI What will I learn You will learn the difference between batch and streaming data pipelines, and (more impo
@scipio
0
8 days ago
StemSocial
Learn AI Series (#117) - ML System Design
Learn AI Series (#117) - ML System Design What will I learn You will learn how to frame a vague business goal as a precise machine-learning problem -- the translation step
@scipio
0
9 days ago
StemSocial
Learn AI Series (#116) - Mini Project: Training a Game-Playing AI
Learn AI Series (#116) - Mini Project: Training a Game-Playing AI What will I learn You will learn how to wire an entire RL training pipeline together, from raw enviro
@scipio
0
10 days ago
StemSocial
Learn AI Series (#115) - Offline Reinforcement Learning
Learn AI Series (#115) - Offline Reinforcement Learning What will I learn You will learn why learning from a fixed, frozen dataset -- with no environment to poke at
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